Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "92"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 92 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 36 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 34 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 92, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459851 RF_maintenance 100.00% 78.95% 87.54% 0.00% 100.00% 0.00% 39.624200 58.744914 4.613288 5.851237 16.829852 35.898817 8.498117 20.131440 0.3957 0.3417 0.1012 2.403719 1.809570
2459850 RF_maintenance 100.00% 74.18% 82.94% 0.00% 100.00% 0.00% 48.156290 63.921323 3.964210 5.015883 11.294438 20.378653 2.739193 15.245295 0.3941 0.3554 0.1075 2.206646 1.753786
2459849 RF_maintenance 100.00% 76.05% 83.06% 0.00% 100.00% 0.00% 55.348635 68.565720 8.832005 10.897144 7.701715 15.159517 0.954473 9.533919 0.3755 0.3393 0.1138 2.225584 1.741428
2459848 RF_maintenance 100.00% 74.68% 83.18% 0.00% 100.00% 0.00% 52.731319 63.765292 6.034684 7.040645 13.368474 23.083895 0.658474 7.130323 0.3629 0.3314 0.1255 2.089636 1.771538
2459847 RF_maintenance 100.00% 89.15% 98.82% 0.00% 100.00% 0.00% 54.158603 65.727280 5.758114 6.721901 8.613509 10.932998 -0.057883 5.133430 0.2932 0.2393 0.1222 2.202031 1.740083
2459845 RF_maintenance 100.00% 75.18% 82.92% 0.00% 100.00% 0.00% 63.024283 75.449586 8.172630 10.043578 9.442351 16.708129 0.103622 4.304184 0.3778 0.3330 0.1270 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.277542 8.472958 4.785506 5.129191 7.784178 11.616295 2.596406 8.303403 0.0277 0.0255 0.0015 nan nan
2459843 RF_maintenance 100.00% 75.98% 82.53% 0.00% 100.00% 0.00% 67.160498 81.682942 2.733079 4.426994 7.730684 11.422078 0.481950 7.050945 0.3716 0.3271 0.1324 2.746215 2.208029
2459842 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.974118 41.651800 -1.151462 -1.134691 6.990508 12.564698 1.714644 2.350617 0.3144 0.2671 0.0598 2.911356 3.185171
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.879782 13.913894 2.130608 4.227433 3.112111 12.145674 1.487529 4.952224 0.0279 0.0254 0.0018 nan nan
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.409204 0.210133 -0.390100 -1.005296 0.431667 0.565836 0.143450 0.932489 0.0267 0.0232 0.0018 nan nan
2459839 RF_maintenance 0.00% - - - - - -0.237705 2.707420 -0.394881 -0.390313 -0.419692 0.440638 -0.242814 0.178215 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 205.426932 204.291497 inf inf 11356.655017 11422.700220 6437.320849 6644.294220 nan nan nan 0.000000 0.000000
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0355 0.0492 0.0042 nan nan
2459835 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.132514 -0.216033 -1.061161 -1.013331 2.107322 4.979949 1.112496 4.334563 0.0303 0.0326 0.0028 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 64.812401 85.600541 1.783631 3.192192 15.400782 24.331988 2.411606 14.371447 0.3154 0.2179 0.1505 3.856781 2.886290
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.130765 1.566781 -0.029797 -0.314137 0.884274 4.750336 0.267424 0.628691 0.0335 0.0338 0.0047 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.348525 81.285886 3.012437 4.624064 31.040784 43.626418 4.001854 13.300354 0.3148 0.2063 0.1520 4.880939 3.424053
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.974618 101.229852 3.137456 4.486266 16.356608 19.291581 3.547780 15.008535 0.2714 0.2062 0.1028 6.762776 6.330348
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.869428 67.196648 3.192258 4.353779 30.530702 43.417216 7.373035 22.043717 0.3218 0.2198 0.1440 11.571467 11.481304
2459827 RF_maintenance 100.00% 99.46% 100.00% 0.00% 100.00% 0.00% 64.893106 77.477298 4.217055 5.803617 15.340198 18.838449 1.299146 9.223042 0.2761 0.2115 0.1053 3.444992 3.023475
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.537724 63.728542 4.069330 5.609858 40.811805 54.390436 7.057482 30.464661 0.3198 0.2349 0.1306 4.872220 3.507552
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.543177 70.140226 3.551733 4.828186 25.529881 31.429766 0.617092 4.861592 0.0921 0.0885 0.0121 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.047413 64.340494 3.364548 4.086293 12.384339 21.367713 3.213760 8.900284 0.0818 0.0779 0.0098 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.913613 50.726114 7.925789 10.408295 32.343100 39.224624 24.509696 39.757632 0.0858 0.0828 0.0105 0.000000 0.000000
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.616581 61.826116 5.334336 7.019734 28.449720 34.011172 0.749934 3.303780 0.0964 0.0902 0.0122 0.000000 0.000000
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.694807 70.037306 5.568130 6.820625 25.258151 31.111179 1.154361 7.646853 0.0951 0.0900 0.0118 0.961599 0.964016
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.347446 80.542160 3.740605 5.534110 46.184228 50.140129 2.079226 16.682887 0.0851 0.0842 0.0095 0.000000 0.000000
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 40.118131 56.962374 6.407950 7.652261 33.802276 39.627817 1.800083 3.669467 0.1010 0.0953 0.0122 0.000000 0.000000
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 38.905453 50.269447 3.993150 5.640063 42.386575 50.166137 4.519433 15.603660 0.0924 0.0901 0.0113 0.895638 0.892452
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.563098 48.452344 6.823200 8.658047 45.669338 52.084385 9.438175 21.076138 0.1056 0.0997 0.0139 12.746385 4.334269
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 79.940508 98.868774 2.610848 3.765624 60.854737 67.579361 3.300246 19.570830 0.1248 0.1237 0.0170 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 92: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 58.744914 39.624200 58.744914 4.613288 5.851237 16.829852 35.898817 8.498117 20.131440

Antenna 92: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 63.921323 48.156290 63.921323 3.964210 5.015883 11.294438 20.378653 2.739193 15.245295

Antenna 92: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 68.565720 55.348635 68.565720 8.832005 10.897144 7.701715 15.159517 0.954473 9.533919

Antenna 92: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 63.765292 63.765292 52.731319 7.040645 6.034684 23.083895 13.368474 7.130323 0.658474

Antenna 92: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 65.727280 65.727280 54.158603 6.721901 5.758114 10.932998 8.613509 5.133430 -0.057883

Antenna 92: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 75.449586 75.449586 63.024283 10.043578 8.172630 16.708129 9.442351 4.304184 0.103622

Antenna 92: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Temporal Variability 11.616295 11.277542 8.472958 4.785506 5.129191 7.784178 11.616295 2.596406 8.303403

Antenna 92: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 81.682942 81.682942 67.160498 4.426994 2.733079 11.422078 7.730684 7.050945 0.481950

Antenna 92: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 41.651800 34.974118 41.651800 -1.151462 -1.134691 6.990508 12.564698 1.714644 2.350617

Antenna 92: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 13.913894 12.879782 13.913894 2.130608 4.227433 3.112111 12.145674 1.487529 4.952224

Antenna 92: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Temporal Discontinuties 0.932489 -0.409204 0.210133 -0.390100 -1.005296 0.431667 0.565836 0.143450 0.932489

Antenna 92: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 2.707420 2.707420 -0.237705 -0.390313 -0.394881 0.440638 -0.419692 0.178215 -0.242814

Antenna 92: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Power inf 204.291497 205.426932 inf inf 11422.700220 11356.655017 6644.294220 6437.320849

Antenna 92: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 92: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Temporal Variability 4.979949 -0.216033 0.132514 -1.013331 -1.061161 4.979949 2.107322 4.334563 1.112496

Antenna 92: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 85.600541 64.812401 85.600541 1.783631 3.192192 15.400782 24.331988 2.411606 14.371447

Antenna 92: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Temporal Variability 4.750336 -0.130765 1.566781 -0.029797 -0.314137 0.884274 4.750336 0.267424 0.628691

Antenna 92: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 81.285886 63.348525 81.285886 3.012437 4.624064 31.040784 43.626418 4.001854 13.300354

Antenna 92: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 101.229852 101.229852 84.974618 4.486266 3.137456 19.291581 16.356608 15.008535 3.547780

Antenna 92: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 67.196648 67.196648 51.869428 4.353779 3.192258 43.417216 30.530702 22.043717 7.373035

Antenna 92: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 77.477298 64.893106 77.477298 4.217055 5.803617 15.340198 18.838449 1.299146 9.223042

Antenna 92: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 63.728542 63.728542 46.537724 5.609858 4.069330 54.390436 40.811805 30.464661 7.057482

Antenna 92: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 70.140226 70.140226 50.543177 4.828186 3.551733 31.429766 25.529881 4.861592 0.617092

Antenna 92: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 64.340494 57.047413 64.340494 3.364548 4.086293 12.384339 21.367713 3.213760 8.900284

Antenna 92: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 50.726114 50.726114 35.913613 10.408295 7.925789 39.224624 32.343100 39.757632 24.509696

Antenna 92: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 61.826116 45.616581 61.826116 5.334336 7.019734 28.449720 34.011172 0.749934 3.303780

Antenna 92: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 70.037306 70.037306 48.694807 6.820625 5.568130 31.111179 25.258151 7.646853 1.154361

Antenna 92: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 80.542160 63.347446 80.542160 3.740605 5.534110 46.184228 50.140129 2.079226 16.682887

Antenna 92: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 56.962374 40.118131 56.962374 6.407950 7.652261 33.802276 39.627817 1.800083 3.669467

Antenna 92: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 50.269447 50.269447 38.905453 5.640063 3.993150 50.166137 42.386575 15.603660 4.519433

Antenna 92: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Temporal Variability 52.084385 48.452344 35.563098 8.658047 6.823200 52.084385 45.669338 21.076138 9.438175

Antenna 92: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 92: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 98.868774 98.868774 79.940508 3.765624 2.610848 67.579361 60.854737 19.570830 3.300246
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